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add flight attendant data
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male-flight-attendants/README.md
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male-flight-attendants/README.md
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### Male flight attendants
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This repo contains the data from the article on the gender divide in various U.S. occupations
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[Dear Mona, How Many Flight Attendants Are Men?](http://fivethirtyeight.com/datalab/dear-mona-how-many-flight-attendants-are-men/)
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`male-flight-attendants.tsv`:
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The tab-separated text file contains the percentage of U.S. employees that are male in 320 different job categories.
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Source: [IPUMS](https://usa.ipums.org/usa/), 2012
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male-flight-attendants/male-flight-attendants.tsv
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Job Category Percentage Male
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Kindergarten and earlier school teachers 2.3
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Dental hygenists 2.6
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Secretaries 4.7
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Speech therapists 5.3
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Dental assistants 5.4
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Child care workers 7.5
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Registered nurses 9.4
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Licensed practical nurses 9.6
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Receptionists 9.7
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Dietitians and nutritionists 10.3
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Hairdressers and cosmetologists 10.3
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Payroll and timekeeping clerks 11
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Health record tech specialists 11.2
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Billing clerks and related financial records processing 11.5
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Housekeepers, maids, butlers, stewards, and lodging quarters cleaners 11.7
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Occupational therapists 11.9
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Health aides, except nursing 12.4
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Bookkeepers and accounting and auditing clerks 12.8
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Typists 14.1
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Nursing aides, orderlies, and attendants 14.5
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Special education teachers 16
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Human resources clerks, except payroll and timekeeping 16.2
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Records clerks 16.2
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General office clerks 17.3
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Librarians 18.1
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Social workers 19.1
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Legal assistants, paralegals, legal support, etc 19.2
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Bank tellers 19.6
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Dancers 20.4
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Therapists 20.9
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Primary school teachers 20.9
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Eligibility clerks for government programs; social welfare 21
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Library assistants 21.1
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Data entry keyers 21.3
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File clerks 22.9
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Telephone operators 23
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Administrative support jobs 23.4
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Teachers 23.9
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Interviewers, enumerators, and surveyors 24.1
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Dressmakers and seamstresses 24.6
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Dental laboratory and medical appliance technicians 25
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Personal service occupations 25.6
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Textile sewing machine operators 26
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Clinical laboratory technologies and technicians 26.2
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Proofreaders 26.5
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Cashiers 26.8
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Sales demonstrators / promoters / models 27
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Insurance adjusters, examiners, and investigators 27.4
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Waiter/waitress 28.6
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Psychologists 29.4
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Radiologic tech specialists 29.5
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Vocational and educational counselors 29.6
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Animal caretakers except on farms 29.9
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Personnel, HR, training, and labor relations specialists 30.1
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Managers of medicine and health occupations 30.2
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Bill and account collectors 30.2
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Optical goods workers 30.6
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Graders and sorters of agricultural products 31
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Physical therapists 31.1
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Physicians' assistants 32
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Managers of service organizations 32.3
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Winding and twisting textile/apparel operatives 32.6
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Insurance underwriters 32.9
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Welfare service aides 33.4
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Customer service reps, investigators and adjusters, except insurance 33.5
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Transportation ticket and reservation agents 33.7
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Hotel clerks 34
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Respiratory therapists 34.6
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Managers in education and related fields 35.2
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Pressing machine operators (clothing) 35.8
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Archivists and curators 36.9
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Recreation workers 37.2
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Kitchen workers 37.2
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Office supervisors 38.6
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Art/entertainment performers and related 38.9
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Office machine operators 39.7
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Bartenders 39.7
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Statistical clerks 39.9
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Batch food makers 40.1
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Accountants and auditors 40.4
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Knitters, loopers, and toppers textile operatives 40.5
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Human resources and labor relations managers 40.6
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Technical writers 40.6
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Public transportation attendants and inspectors 40.6
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Correspondence and order clerks 40.9
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Crossing guards and bridge tenders 40.9
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Writers and authors 41
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Supervisors of personal service jobs 41.5
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Laundry workers 42.1
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Secondary school teachers 42.5
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Social scientists 43.4
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Management support occupations 43.9
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Veterinarians 44
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Packers, fillers, and wrappers 44.2
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Packers and packagers by hand 44.3
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Dispatchers 44.6
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Bakers 45.1
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Other telecom operators 45.2
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Economists, market researchers, and survey researchers 46
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Waiter's assistant 46.3
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Real estate sales occupations 46.4
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Door-to-door sales, street sales, and news vendors 46.5
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Designers 46.6
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Buyers, wholesale and retail trade 46.7
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Pharmacists 46.7
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Financial managers 47.4
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Protective services 47.5
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Postal clerks, excluding mail carriers 47.6
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Advertising and related sales jobs 48.4
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Retail sales clerks 49.1
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Photographic process workers 49.2
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Managers of properties and real estate 49.7
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Computer and peripheral equipment operators 50.2
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Guides 50.3
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Purchasing managers, agents and buyers 50.5
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Subject instructors (high school/college) 50.8
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Mathematicians and mathematical scientists 51.1
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Misc food prep workers 51.1
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Ushers 51.1
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Weighers, measurers, and checkers 51.9
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Medical scientists 52
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Managers and specialists in marketing, advertising, public relations 52.1
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Photographers 52.1
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Cementing and gluing maching operators 52.2
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Mail clerks, outside of post office 52.3
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Inspectors and compliance officers, outside construction 52.4
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Insurance sales occupations 53.7
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Misc textile machine operators 53.8
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Bus drivers 54.1
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Mail and paper handlers 54.4
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Other financial specialists 54.6
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Managers of food-serving and lodging establishments 54.7
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Machine feeders and offbearers 54.8
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Recreation facility attendants 55.1
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Editors and reporters 55.2
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Urban and regional planners 55.8
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Health technologists and technicians 56.3
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Biological technicians 56.3
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Business and promotion agents 56.4
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Biological scientists 56.6
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Operations and systems researchers and analysts 57.8
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Art makers 58
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Engravers 58
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Material recording, scheduling, production, planning, expediting clerks 58.5
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Management analysts 58.7
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Physical scientists 58.7
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Optometrists 58.7
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Bookbinders 58.8
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Other health and therapy 58.9
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Cooks, variously defined 58.9
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Supervisors and proprietors of sales jobs 59.7
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Chemists 60.6
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Athletes, sports instructors, and officials 61
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Assemblers of electrical equipment 61.2
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Actors, directors, producers 61.6
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Mail carriers for postal service 61.9
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Actuaries 62.6
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Graders and sorters in manufacturing 63.3
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Roasting and baking machine operators (food) 64.2
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Lawyers 64.5
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Stock and inventory clerks 64.5
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Inspectors of agricultural products 64.5
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Shoe repairers 64.9
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Physicians 65
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Supervisors of cleaning and building service 65.8
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Musician or composer 66.3
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Salespersons 66.3
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Paper folding machine operators 67.3
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Janitors 68.4
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Geologists 68.8
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Purchasing agents and buyers, of farm products 68.9
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Chemical technicians 68.9
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Textile cutting machine operators 69.4
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Financial services sales occupations 69.9
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Agricultural and food scientists 70.3
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Shipping and receiving clerks 70.5
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Managers and administrators 70.9
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Clergy and religious workers 71.7
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Machine operators 71.7
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Computer systems analysts and computer scientists 72.2
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Engineering technicians 72.3
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Other law enforcement 73.1
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Dentists 73.6
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Atmospheric and space scientists 75.4
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Furniture and wood finishers 75.5
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Slicing and cutting machine operators 75.7
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Supervisors of guards 75.8
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Motion picture projectionists 76
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Chief executives and public administrators 76.1
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Butchers and meat cutters 76.1
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Typesetters and compositors 76.2
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Air traffic controllers 76.9
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Other science technicians 77.1
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Architects 77.8
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Precision makers, repairers, and smiths 77.8
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Upholsterers 78.1
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Rollers, roll hands, and finishers of metal 78.3
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Funeral directors 78.4
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Computer software developers 78.5
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Barbers 78.8
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Wood lathe, routing, and planing machine operators 78.8
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Physicists and astronomers 79.1
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Farm workers 79.1
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Industrial engineers 79.2
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Guards, watchmen, doorkeepers 79.2
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Production helpers 79.5
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Announcers 79.9
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Supervisors of motor vehicle transportation 80.9
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Foresters and conservation scientists 81
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Podiatrists 81.8
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Messengers 81.8
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Police, detectives, and private investigators 82.2
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Drafters 82.3
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Production supervisors or foremen 82.3
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Laborers outside construction 82.3
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Garage and service station related occupations 82.4
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Molders, and casting machine operators 82.6
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Petroleum, mining, and geological engineers 83.2
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Baggage porters 83.2
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Punching and stamping press operatives 83.3
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Freight, stock, and materials handlers 83.4
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Metallurgical and materials engineers, variously phrased 84.6
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Extruding and forming machine operators 84.7
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Surveyors, cartographers, mapping scientists and technicians 85.1
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Vehicle washers and equipment cleaners 85.2
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Taxi cab drivers and chauffeurs 85.3
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Chemical engineers 86
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Farmers (owners and tenants) 86.4
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Military 86.9
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Not-elsewhere-classified engineers 87.2
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Mixing and blending machine operatives 87.2
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Elevator operators 87.7
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Nail and tacking machine operators (woodworking) 87.8
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Civil engineers 87.9
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Broadcast equipment operators 88
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Aerospace engineer 88.1
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Construction inspectors 88.5
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Repairers of data processing equipment 88.6
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Painting machine operators 89.1
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Meter readers 89.3
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Hand molders and shapers, except jewelers 89.6
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Parking lot attendants 89.8
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Insulation workers 90.2
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Garbage and recyclable material collectors 90.2
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Separating, filtering, and clarifying machine operators 90.3
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Electrical engineer 90.7
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Timber, logging, and forestry workers 90.8
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Sawing machine operators and sawyers 90.8
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Telecom and line installers and repairers 91.6
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Other woodworking machine operators 91.6
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Supervisors of mechanics and repairers 92
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Mechanical engineers 92.2
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Furnace, kiln, and oven operators, apart from food 92.3
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Airplane pilots and navigators 92.5
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Explosives workers 92.5
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Helpers, constructions 93.1
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Repairers of electrical equipment 93.2
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Repairers of mechanical controls and valves 93.2
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Programmers of numerically controlled machine tools 93.5
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Other plant and system operators 93.5
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Painters, construction and maintenance 93.6
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Welders and metal cutters 94
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Railroad conductors and yardmasters 94
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Truck, delivery, and tractor drivers 94.2
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Locomotive operators (engineers and firemen) 94.3
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Ship crews and marine engineers 94.3
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Gardeners and groundskeepers 94.4
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Fishers, hunters, and kindred 94.6
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Cabinetmakers and bench carpenters 94.8
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Sales engineers 94.9
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Supervisors of agricultural occupations 94.9
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Misc material moving occupations 95.1
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Fire fighting, prevention, and inspection 95.2
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Locksmiths and safe repairers 95.2
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Pest control occupations 95.4
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Power plant operators 95.4
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Machinists 95.6
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Aircraft mechanics 95.8
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Mechanics and repairers 96
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Water and sewage treatment plant operators 96
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Crane, derrick, winch, and hoist operators 96.5
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Plant and system operators, stationary engineers 96.6
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Helpers, surveyors 96.6
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Industrial machinery repairers 96.7
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Tool and die makers and die setters 96.7
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Miners 96.8
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Supervisors of construction work 96.9
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Auto body repairers 97.1
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Repairers of industrial electrical equipment 97.1
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Sheet metal duct installers 97.1
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Construction trades 97.1
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Machinery maintenance occupations 97.2
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Paving, surfacing, and tamping equipment operators 97.2
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Construction laborers 97.2
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Drywall installers 97.6
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Glaziers 97.7
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Repairers of household appliances and power tools 97.9
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Small engine repairers 98.1
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Millwrights 98.2
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Electricians 98.2
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Electric power installers and repairers 98.2
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Structural metal workers 98.2
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Other mining occupations 98.2
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Forge and hammer operators 98.2
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Excavating and loading machine operators 98.2
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Carpenters 98.3
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Automobile mechanics 98.4
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Operating engineers of construction equipment 98.4
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Masons, tilers, and carpet installers 98.5
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Elevator installers and repairers 98.6
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Plasterers 98.7
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Plumbers, pipe fitters, and steamfitters 98.7
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Heavy equipment and farm equipment mechanics 98.8
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Heating, air conditioning, and refigeration mechanics 98.9
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Bus, truck, and stationary engine mechanics 99
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Roofers and slaters 99
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Drillers of oil wells 99.2
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Concrete and cement workers 99.3
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Drillers of earth 99.6
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Boilermakers 99.8
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